Every run: the agent's full trajectory, its submissions over the 20-hour budget, and the final score.
| # | Model | Reward | Cost | In tok | Out tok | Time | Steps | Submits |
|---|---|---|---|---|---|---|---|---|
| 1 | Claude Opus 5.5 | 0.6553 | $21.31 | 71.4M | 261k | 19h 12m | 313 | 10 |
| 2 | Claude Sonnet 5.5 | 0.6529 | $36.04 | 148.8M | 488k | 17h 33m | 401 | 1 |
| 3 | GPT-6 Astra | 0.6474 | $297.67 | 145.6M | 335k | 19h 47m | 441 | 14 |
| 4 | Claude Sonnet 5.5 | 0.6443 | $32.66 | 133.0M | 473k | 13h 39m | 382 | 9 |
| 5 | Claude Opus 5.5 | 0.6405 | $16.76 | 50.5M | 249k | 15h 23m | 250 | 11 |
| 6 | GPT-6 Astra | 0.6387 | $27.55 | 17.3M | 152k | 18h 9m | 135 | 12 |
| 7 | Claude Opus 5.5 | 0.6368 | $21.64 | 71.5M | 273k | 18h 3m | 288 | 10 |
| 8 | GPT-6 Astra | 0.6362 | $98.77 | 53.1M | 216k | 17h 56m | 257 | 14 |
| 9 | GPT-6 Astra | 0.6334 | $244.67 | 123.1M | 350k | 18h 49m | 445 | 13 |
| 10 | Claude Opus 5 | 0.6321 | $37.39 | 53.5M | 286k | 19h 19m | 238 | 11 |
| 11 | Claude Opus 5.5 | 0.6263 | $14.11 | 42.0M | 214k | 18h 26m | 225 | 7 |
| 12 | Claude Fable 5.1 | 0.6214 | $15.11 | 24.2M | 125k | 16h 58m | 204 | 11 |
| 13 | Grok 4.7 | 0.6200 | $170.45 | 150.1M | 788k | 19h 40m | 619 | 21 |
| 14 | Claude Sonnet 5.5 | 0.6188 | $32.99 | 135.6M | 450k | 18h 0m | 394 | 14 |
| 15 | Claude Fable 5.1 | 0.6178 | $12.69 | 20.4M | 104k | 18h 1m | 175 | 12 |
| 16 | Claude Sonnet 5.5 | 0.6171 | $43.64 | 183.7M | 536k | 18h 29m | 447 | 5 |
| 17 | Claude Opus 5.5 | 0.6141 | $21.37 | 70.5M | 271k | 17h 20m | 298 | 12 |
| 18 | Claude Sonnet 5.5 | 0.6027 | $41.54 | 172.7M | 541k | 18h 15m | 423 | 9 |
| 19 | Claude Opus 5 | 0.6013 | $44.28 | 66.4M | 300k | 18h 19m | 297 | 8 |
| 20 | Claude Fable 5.1 | 0.6011 | $16.81 | 27.4M | 129k | 16h 5m | 208 | 16 |
| 21 | Claude Fable 5.1 | 0.5960 | $16.06 | 25.6M | 135k | 16h 36m | 193 | 12 |
| 22 | GPT-5.6 Sol | 0.5936 | $28.82 | 47.8M | 113k | 15h 13m | 294 | 4 |
| 23 | Grok 4.7 | 0.5877 | $164.64 | 141.5M | 437k | 18h 53m | 596 | 29 |
| 24 | GLM-5.3 | 0.5873 | $22.61 | 71.9M | 228k | 18h 20m | 314 | 2 |
| 25 | Claude Fable 5 | 0.5825 | $47.76 | 32.3M | 210k | 18h 28m | 199 | 10 |
| 26 | Claude Opus 5 | 0.5817 | $68.20 | 109.3M | 364k | 18h 25m | 369 | 15 |
| 27 | Grok 4.6 | 0.5804 | $120.40 | 104.0M | 444k | 19h 13m | 464 | 37 |
| 28 | Gemini 3.8 Flash | 0.5769 | $6.44 | 56.5M | 193k | 2h 43m | 275 | 11 |
| 29 | Gemini 3.7 Flash | 0.5747 | $22.40 | 49.9M | 145k | 13h 34m | 256 | 7 |
| 30 | Gemini 4 Argon | 0.5653 | $75.42 | 53.6M | 408k | 7h 44m | 162 | 9 |
| 31 | Claude Haiku 5.5 | 0.5631 | $7.09 | 116.4M | 474k | 17h 27m | 332 | 9 |
| 32 | GLM-5.3 Flash | 0.5584 | $3.61 | 51.8M | 199k | 18h 29m | 284 | 2 |
| 33 | Claude Haiku 5.5 | 0.5581 | $5.34 | 84.1M | 425k | 18h 46m | 272 | 10 |
| 34 | Gemini 3.7 Flash | 0.5566 | $16.56 | 54.7M | 160k | 9h 58m | 285 | 2 |
| 35 | Grok 4.6 | 0.5522 | $208.02 | 184.0M | 911k | 19h 55m | 826 | 53 |
| 36 | Grok 4.6 | 0.5495 | $238.57 | 230.6M | 626k | 20h 0m | 861 | 62 |
| 37 | Claude Opus 5 | 0.5405 | $40.40 | 59.3M | 291k | 18h 27m | 261 | 16 |
| 38 | Gemini 3.7 Flash | 0.5365 | $13.11 | 37.7M | 147k | 6h 21m | 241 | 3 |
| 39 | Gemini 3.7 Flash | 0.5356 | $19.36 | 48.1M | 172k | 8h 5m | 252 | 4 |
| 40 | Gemini 4 Argon | 0.5347 | $151.23 | 88.8M | 463k | 15h 22m | 239 | 10 |
| 41 | Grok 4.7 | 0.5339 | $192.06 | 177.7M | 824k | 19h 10m | 758 | 17 |
| 42 | Gemini 3.7 Flash | 0.5332 | $4.99 | 21.4M | 136k | 4h 20m | 171 | 1 |
| 43 | Gemini 3.8 Flash | 0.5330 | $4.12 | 32.2M | 140k | 2h 31m | 197 | 5 |
| 44 | GLM-5.3 Flash | 0.5292 | $1.71 | 30.3M | 154k | 17h 56m | 222 | 5 |
| 45 | Gemini 3.8 Flash | 0.5214 | $13.54 | 89.8M | 215k | 6h 8m | 390 | 14 |
| 46 | Claude Fable 5 | 0.5192 | $49.62 | 35.7M | 184k | 19h 9m | 225 | 8 |
| 47 | Claude Haiku 5.5 | 0.5171 | $4.72 | 73.7M | 409k | 16h 51m | 254 | 1 |
| 48 | Qwen3.8-Max-0902 | 0.5127 | $30.58 | 103.4M | 640k | 19h 23m | 449 | 1 |
| 49 | Claude Fable 5 | 0.5126 | $51.69 | 34.8M | 233k | 18h 40m | 219 | 14 |
| 50 | Gemini 3.8 Flash | 0.4927 | $3.71 | 30.1M | 141k | 2h 9m | 183 | 2 |
| 51 | Claude Haiku 5.5 | 0.4915 | $6.89 | 111.9M | 491k | 13h 38m | 328 | 3 |
| 52 | Claude Fable 5 | 0.4845 | $59.30 | 44.0M | 208k | 17h 47m | 259 | 6 |
| 53 | Claude Fable 5 | 0.4839 | $57.20 | 42.6M | 198k | 18h 53m | 258 | 9 |
| 54 | Gemini 4 Argon | 0.4825 | $53.28 | 50.9M | 579k | 8h 27m | 159 | 4 |
| 55 | GLM-5.3 | 0.4818 | $19.75 | 47.5M | 201k | 18h 1m | 273 | 5 |
| 56 | GLM-5.3 | 0.4745 | $28.03 | 96.3M | 327k | 19h 20m | 363 | 7 |
| 57 | GLM-5.3 | 0.4723 | $21.03 | 47.8M | 206k | 18h 36m | 293 | 2 |
| 58 | Claude Haiku 5.5 | 0.4720 | $4.54 | 74.1M | 339k | 17h 59m | 276 | 1 |
| 59 | Gemini 4 Argon | 0.4704 | $122.30 | 82.4M | 652k | 20h 41m | 193 | 10 |
| 60 | GLM-5.3 | 0.4679 | $26.30 | 77.9M | 252k | 19h 29m | 364 | 2 |
| 61 | Muse Spark 1.3 | 0.4646 | $17.40 | 32.8M | 150k | 19h 29m | 250 | 11 |
| 62 | Qwen3.8-Max-0902 | 0.4642 | $26.04 | 87.1M | 568k | 18h 55m | 401 | 2 |
| 63 | DeepSeek V4 Flash Vision Exp | 0.4639 | $1.55 | 83.0M | 253k | 19h 5m | 403 | 5 |
| 64 | GLM-5.3 Flash | 0.4629 | $3.93 | 71.7M | 248k | 18h 47m | 338 | 2 |
| 65 | Grok 4.6 | 0.4530 | $43.07 | 35.9M | 245k | 19h 35m | 225 | 1 |
| 66 | Qwen3.8-Max-0902 | 0.4423 | $42.33 | 144.4M | 856k | 19h 32m | 548 | 1 |
| 67 | Grok 4.7 | 0.4365 | $22.86 | 23.1M | 216k | 4h 0m | 130 | 3 |
| 68 | Muse Spark 1.3 | 0.4252 | $39.97 | 63.7M | 234k | 18h 47m | 401 | 10 |
| 69 | Grok 4.7 | 0.4219 | $34.89 | 31.9M | 250k | 3h 58m | 135 | 11 |
| 70 | Grok 4.6 | 0.4154 | $92.48 | 66.7M | 263k | 19h 27m | 303 | 6 |
| 71 | Muse Spark 1.3 | 0.4057 | $47.03 | 41.9M | 228k | 13h 41m | 311 | 11 |
| 72 | Qwen3.8-Max | 0.4005 | $8.94 | 29.1M | 230k | 19h 22m | 281 | 1 |
| 73 | Qwen3.8-Max | 0.3989 | $14.91 | 48.7M | 387k | 19h 25m | 357 | 1 |
| 74 | Muse Spark 1.3 | 0.3909 | $44.60 | 41.6M | 175k | 17h 28m | 283 | 7 |
| 75 | Gemini 3.8 Flash | 0.3886 | $4.37 | 33.2M | 181k | 2h 4m | 200 | 6 |
| 76 | GLM-5.3 Flash | 0.3763 | $2.83 | 73.4M | 262k | 16h 13m | 343 | 13 |
| 77 | Qwen3.8-Max | 0.3606 | $13.12 | 44.7M | 268k | 19h 18m | 385 | 3 |
| 78 | GLM-5.3 Flash | 0.3496 | $2.98 | 85.3M | 281k | 19h 32m | 394 | 4 |
| 79 | Muse Spark 1.2 | 0.3456 | $4.38 | 18.4M | 145k | 37m | 104 | 2 |
| 80 | Qwen3.8-Max-0902 | 0.3435 | $56.59 | 197.4M | 966k | 18h 25m | 518 | 6 |
| 81 | Qwen3.8-Max | 0.3410 | $4.91 | 14.6M | 172k | 18h 25m | 189 | 4 |
| 82 | Qwen3.8-Max | 0.3360 | $8.01 | 25.7M | 213k | 18h 56m | 239 | 8 |
| 83 | Muse Spark 1.2 | 0.3227 | $38.37 | 235.4M | 385k | 2h 26m | 592 | 5 |
| 84 | Muse Spark 1.3 | 0.3160 | $38.63 | 81.9M | 260k | 18h 49m | 434 | 13 |
| 85 | Muse Spark 1.2 | 0.3018 | $11.62 | 45.2M | 202k | 1h 9m | 181 | 7 |
| 86 | Muse Spark 1.2 | 0.2944 | $2.12 | 8.7M | 99k | 50m | 86 | 1 |
| 87 | Muse Spark 1.2 | 0.2758 | $11.17 | 51.5M | 378k | 2h 40m | 211 | 6 |
| 88 | Inkling | 0.2568 | $3.54 | 3.6M | 37k | 1h 43m | 97 | 1 |
| 89 | Inkling | 0.2237 | $3.91 | 3.9M | 47k | 1h 43m | 120 | 1 |
| 90 | Inkling | 0.1542 | $5.24 | 5.4M | 39k | 1h 50m | 132 | 2 |
| 91 | Inkling | 0.1482 | $3.49 | 3.6M | 19k | 1h 32m | 102 | 1 |
| 92 | GPT-5.6 Sol | 0.0000 | $122.35 | 137.1M | 209k | 17h 41m | 576 | 7 |
| 93 | GPT-6 Astra | 0.0000 | $488.12 | 238.0M | 474k | 17h 46m | 610 | 16 |
| 94 | Kimi K3 | 0.0000 | $20.25 | 49.9M | 257k | 19h 31m | 296 | 8 |
| 95 | Kimi K3 | 0.0000 | $16.03 | 42.3M | 172k | 19h 35m | 282 | 1 |
| 96 | Kimi K3 | 0.0000 | $13.29 | 32.3M | 193k | 19h 22m | 245 | 2 |
| 97 | Gemini 4 Argon | 0.0000 | $44.59 | 35.1M | 340k | 6h 53m | 144 | 5 |
| 98 | Inkling | 0.0000 | $6.20 | 6.2M | 72k | 38m | 132 | 1 |
| 99 | DeepSeek V4 Flash Vision Exp | 0.0000 | $1.66 | 90.1M | 258k | 19h 29m | 392 | 3 |
| 100 | Claude Opus 5 | 0.0000 | $33.36 | 46.8M | 269k | 19h 5m | 229 | 5 |
| 101 | DeepSeek V4 Flash Vision Exp | 0.0000 | $1.99 | 110.4M | 289k | 18h 13m | 487 | 4 |
| 102 | DeepSeek V4 Flash Vision Exp | 0.0000 | $1.55 | 84.2M | 243k | 18h 42m | 398 | 5 |
| 103 | GPT-5.6 Sol | 0.0000 | $63.62 | 70.4M | 130k | 17h 56m | 290 | 3 |
| 104 | Kimi K3 | 0.0000 | $11.04 | 28.1M | 135k | 19h 31m | 261 | 6 |
| 105 | GPT-5.6 Sol | 0.0000 | $72.57 | 94.1M | 189k | 15h 53m | 478 | 14 |
| 106 | DeepSeek V4 Flash Vision Exp | 0.0000 | $1.68 | 93.8M | 242k | 19h 27m | 452 | 2 |
| 107 | Claude Fable 5.1 | 0.0000 | $14.60 | 23.4M | 121k | 14h 28m | 186 | 8 |
| 108 | Qwen3.8-Max-0902 | 0.0000 | $27.25 | 86.2M | 783k | 19h 31m | 389 | 3 |
| 109 | GPT-5.6 Sol | 0.0000 | $88.96 | 100.2M | 138k | 14h 52m | 416 | 8 |
| 110 | Kimi K3 | 0.0000 | $19.09 | 48.5M | 196k | 18h 52m | 326 | 6 |